From 30788edbd566191af63153be1c38944241c5b68c Mon Sep 17 00:00:00 2001
From: generall <andrey@vasnetsov.com>
Date: Mon, 16 Oct 2023 18:55:55 +0200
Subject: [PATCH] update async readme

---
 README.md                 | 42 ++++++++++++++++++++++++++++++---------
 qdrant_client/__init__.py |  1 +
 2 files changed, 34 insertions(+), 9 deletions(-)

diff --git a/README.md b/README.md
index af7dc98c..2793aa53 100644
--- a/README.md
+++ b/README.md
@@ -223,23 +223,47 @@ client = QdrantClient(host="localhost", grpc_port=6334, prefer_grpc=True)
 
 ## Async client
 
-Async methods are available in raw autogenerated clients.
-Usually, you don't need to use them directly, but if you need extra performance, you can access them directly.
+Starting from version 1.6.1, all python client methods are available in async version.
 
-### Async gRPC
-
-Example of using raw async gRPC client:
+To use it, just import `AsyncQdrantClient` instead of `QdrantClient`:
 
 ```python
-from qdrant_client import QdrantClient, grpc
+from qdrant_client import AsyncQdrantClient, models
+import numpy as np
+import asyncio
 
-client = QdrantClient(prefer_grpc=True, timeout=3.0)
+async def main():
+    # Your async code using QdrantClient might be put here
+    client = AsyncQdrantClient(url="http://localhost:6333")
 
-grpc_collections = client.async_grpc_collections
+    await client.create_collection(
+        collection_name="my_collection",
+        vectors_config=models.VectorParams(size=10, distance=models.Distance.COSINE),
+    )
 
-res = await grpc_collections.List(grpc.ListCollectionsRequest(), timeout=1.0)
+    await client.upsert(
+        collection_name="my_collection",
+        points=[
+            models.PointStruct(
+                id=i,
+                vector=np.random.rand(10).tolist(),
+            )
+            for i in range(100)
+        ],
+    )
+
+    res = await client.search(
+        collection_name="my_collection",
+        query_vector=np.random.rand(10).tolist(),  # type: ignore
+        limit=10,
+    )
+
+    print(res)
+
+asyncio.run(main())
 ```
 
+Both, gRPC and REST API are supported in async mode.
 More examples can be found [here](./tests/test_async_qdrant_client.py).
 
 ### Development
diff --git a/qdrant_client/__init__.py b/qdrant_client/__init__.py
index 062b40d7..5aaa4c3d 100644
--- a/qdrant_client/__init__.py
+++ b/qdrant_client/__init__.py
@@ -1 +1,2 @@
+from .async_qdrant_client import AsyncQdrantClient as AsyncQdrantClient
 from .qdrant_client import QdrantClient as QdrantClient